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. 2023 Apr 26;13:6821. doi: 10.1038/s41598-023-32293-1

Table 5.

Comparing reconstructed-original data similarity (S score) among Autoencoder, PCA2000 and PCA approach.

SampleID Autoencoder PCA 2000 PCA (all features)
7995_BZ 40.18 43.27 41.22
8014_BZ 40.16 44.13 42.44
8015_BZ 40.73 43.90 41.92
8026_BZ 40.71 42.97 41.04
8026_P1 41.29 47.40 45.25
8030_CZ 40.79 44.60 42.95
8046_BZ 40.21 44.99 43.72
8052_AZ 38.80 43.30 41.38
8060_AZ 42.98 40.04 37.72
8060_IZ 41.08 42.24 41.23
8064_AZ 39.27 45.88 44.18
8064_CZ 39.26 42.87 41.21
8094_AZ 40.70 44.36 41.96
8095_AZ 39.87 43.36 41.51
8095_BZ 39.99 42.52 40.84

The lowest S score (most reconstructed-original similarity) approach is bold-highlighted.